{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "63eda5d6",
   "metadata": {},
   "source": [
    "# ARMA Simulation\n",
    "1. <font color=purple><b>arma_generate_sample</b></font>\n",
    "    > ar  <br>\n",
    "    > ma  <br>\n",
    "    > nsample  <br>\n",
    "    > scale  <br>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "655c25fb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x450 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from statsmodels.tsa import api as smtsa\n",
    "from matplotlib import pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "%matplotlib inline\n",
    "\n",
    "# n stands for length of time series\n",
    "n = 100\n",
    "# ma defines \\theta series\n",
    "ma = np.r_[1, 0]\n",
    "# ar defines \\phi series\n",
    "ar1 = np.r_[1, -0.6]\n",
    "np.random.seed(42)\n",
    "arma1 = smtsa.arma_generate_sample(ar=ar1, ma=ma, nsample=n,scale=1)\n",
    "\n",
    "ar2 = np.r_[1, -1]\n",
    "np.random.seed(43)\n",
    "arma2 = smtsa.arma_generate_sample(ar=ar2, ma=ma, nsample=n,scale=1)\n",
    "\n",
    "ar3 = np.r_[1, 1.8]\n",
    "np.random.seed(44)\n",
    "arma3 = smtsa.arma_generate_sample(ar=ar3, ma=ma, nsample=n,scale=1)\n",
    "\n",
    "ar4 = np.r_[1, -1, -0.3]\n",
    "np.random.seed(45)\n",
    "arma4 = smtsa.arma_generate_sample(ar=ar4, ma=ma, nsample=n,scale=1)\n",
    "\n",
    "fig, ax = plt.subplots(2,2, figsize=(12,3), dpi=150,\n",
    "                       facecolor='whitesmoke', \n",
    "                       edgecolor='gray')\n",
    "fig.subplots_adjust(left=0,right=1,top=1,bottom=0,\n",
    "                    wspace=0.25,hspace=0.4)\n",
    "\n",
    "ax[0,0].plot(arma1, 'b-', label=\"stable\")\n",
    "ax[0,0].legend(loc=\"best\")\n",
    "ax[0,0].set_xlabel(xlabel = \"(a)\", fontsize=12)\n",
    "ax[0,0].set_xticks(ticks=np.round(np.arange(0,101,5),0),fontsize=14)\n",
    "ax[0,0].set_yticks(ticks=np.round(np.linspace(min(arma1),max(arma1),10),0),fontsize=14)\n",
    "ax[0,0].grid(alpha=0.4)\n",
    "\n",
    "ax[0,1].plot(arma2, 'b-', label=\"random walk\")\n",
    "ax[0,1].legend(loc=\"best\")\n",
    "ax[0,1].set_xlabel(xlabel = \"(b)\", fontsize=12)\n",
    "ax[0,1].set_xticks(ticks=np.round(np.arange(0,101,5),0),fontsize=14)\n",
    "ax[0,1].set_yticks(ticks=np.round(np.linspace(min(arma2),max(arma2),10),0),fontsize=14)\n",
    "ax[0,1].grid(alpha=0.4)\n",
    "\n",
    "ax[1,0].plot(arma3, 'b-', label=\"unstable\")\n",
    "ax[1,0].legend(loc=\"best\")\n",
    "ax[1,0].set_xlabel(xlabel = \"(c)\", fontsize=12)\n",
    "ax[1,0].set_xticks(ticks=np.round(np.arange(0,101,5),0),fontsize=14)\n",
    "ax[1,0].set_yticks(ticks=np.round(np.linspace(min(arma3),max(arma3),10),0),fontsize=14)\n",
    "ax[1,0].grid(alpha=0.4)\n",
    "\n",
    "ax[1,1].plot(arma4, 'b-', label=\"unstable\")\n",
    "ax[1,1].legend(loc=\"best\")\n",
    "ax[1,1].set_xlabel(xlabel = \"(d)\", fontsize=12)\n",
    "ax[1,1].set_xticks(ticks=np.round(np.arange(0,101,5),0),fontsize=14)\n",
    "ax[1,1].set_yticks(ticks=np.round(np.linspace(min(arma4),max(arma4),10),0),fontsize=14)\n",
    "ax[1,1].grid(alpha=0.4)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "085fd99c",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "python3.6",
   "language": "python",
   "name": "python3.6"
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.7"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
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   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": true
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 },
 "nbformat": 4,
 "nbformat_minor": 5
}
